大模型推理能力

The Impact of Language Mixing on Bilingual LLM Reasoning

Yihao Li, Jiayi Xin, Miranda Muqing Miao, Qi Long, Lyle Ungar

机构 * University of Pennsylvania（宾夕法尼亚大学） 纠错

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Accepted at EMNLP 2025 (Main Conference)

Reinforcement Learning-Guided Chain-of-Draft for Token-Efficient Code Generation

Xunzhu Tang, Iyiola Emmanuel Olatunji, Tiezhu Sun, Jacques Klein, Tegawende F. Bissyande

机构 * University of Luxembourg（卢森堡大学） 纠错

专题命中 其他推理 ：reasoning(abstract)；chain-of-thought(abstract)；CoT(abstract)；分类 cs.AI

How Do Large Vision-Language Models See Text in Image? Unveiling the Distinctive Role of OCR Heads

Ingeol Baek, Hwan Chang, Sunghyun Ryu, Hwanhee Lee

专题命中 其他推理 ：chain-of-thought(abstract)；CoT(abstract)

Comments EMNLP 2025 Oral

The Dragon Hatchling: The Missing Link between the Transformer and Models of the Brain

Adrian Kosowski, Przemysław Uznański, Jan Chorowski, Zuzanna Stamirowska, Michał Bartoszkiewicz

机构 * Pathway 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

Comments Code available at: https://github.com/pathwaycom/bdh Accompanying blog: https://pathway.com/research/bdh

Building the EHR Foundation Model via Next Event Prediction

Zekai Chen, Arda Pekis, Kevin Brown

机构 * Standard Model Biomedicine（标准模型生物医学） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Object Detection with Multimodal Large Vision-Language Models: An In-depth Review

Ranjan Sapkota, Manoj Karkee

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments First Peer Reviewed Review Paper for Object Detection with Vision-Language Models (VLMs)

Journal ref Information Fusion, 2025

Clip-Low Increases Entropy and Clip-High Decreases Entropy in Reinforcement Learning of Large Language Models

Jaesung R. Park, Junsu Kim, Gyeongman Kim, Jinyoung Jo, Sean Choi, Jaewoong Cho, Ernest K. Ryu

机构 * Department of Mathematics, UCLA（UCLA数学系） ； Department of Mathematical Sciences, Seoul National University（首尔国立大学数学科学系） ； KRAFTON ； Department of Linguistics, Stanford University（斯坦福大学语言学系） ； Department of Computer Science and Engineering, Santa Clara University（圣克拉拉大学计算机科学与工程系） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.LG

Defeating Cerberus: Concept-Guided Privacy-Leakage Mitigation in Multimodal Language Models

Boyang Zhang, Istemi Ekin Akkus, Ruichuan Chen, Alice Dethise, Klaus Satzke, Ivica Rimac, Yang Zhang

机构 * CISPA Helmholtz Center for Information Security（CISPA赫尔姆霍茨信息安全中心） ； Nokia Bell Labs（诺基亚贝尔实验室） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.LG

KVzip: Query-Agnostic KV Cache Compression with Context Reconstruction

Jang-Hyun Kim, Jinuk Kim, Sangwoo Kwon, Jae W. Lee, Sangdoo Yun, Hyun Oh Song

专题命中 其他推理 ：reasoning(abstract)；分类 cs.LG

Comments NeurIPS 2025 Oral. Code: https://github.com/snu-mllab/KVzip

SQUARE: Semantic Query-Augmented Fusion and Efficient Batch Reranking for Training-free Zero-Shot Composed Image Retrieval

Ren-Di Wu, Yu-Yen Lin, Huei-Fang Yang

机构 * National Sun Yat-sen University（国立中山大学） 纠错

专题命中 其他推理 ：reasoning(abstract)

Comments 20 pages, 9 figures

SETR: A Two-Stage Semantic-Enhanced Framework for Zero-Shot Composed Image Retrieval

Yuqi Xiao, Yingying Zhu

机构 * Yuqi Xiao, Yingying Zhu 纠错

专题命中 其他推理 ：reasoning(abstract)